sakshamgulatinoibu
commited on
Commit
•
c44c836
1
Parent(s):
f0f54e0
adding keybert inspired, umap-components-100
Browse files- README.md +77 -0
- config.json +111 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +2314 -0
- topic_embeddings.safetensors +3 -0
- topics.json +0 -0
README.md
ADDED
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---
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tags:
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- bertopic
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library_name: bertopic
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pipeline_tag: text-classification
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---
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# Bertopic_Keybert_Champions
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This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
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BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
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## Usage
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To use this model, please install BERTopic:
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```
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pip install -U bertopic
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```
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You can use the model as follows:
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```python
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from bertopic import BERTopic
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topic_model = BERTopic.load("Noibu/Bertopic_Keybert_Champions")
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topic_model.get_topic_info()
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```
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## Topic overview
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* Number of topics: 10
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* Number of training documents: 11678
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<details>
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<summary>Click here for an overview of all topics.</summary>
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| Topic ID | Topic Keywords | Topic Frequency | Label |
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|----------|----------------|-----------------|-------|
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| -1 | short - powerblend - mesh short - shorts - big tall | 78 | -1_short_powerblend_mesh short_shorts |
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| 0 | ny - york - new york - st - st apt | 2099 | 0_ny_york_new york_st |
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| 1 | available color - color - color black - grey - white | 5852 | 1_available color_color_color black_grey |
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| 2 | search result - search - short search - item search - pant search | 2210 | 2_search result_search_short search_item search |
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| 3 | address close - shipping address - address - shipping - michael | 463 | 3_address close_shipping address_address_shipping |
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| 4 | size xl - size guide - xl xl - xl available - xl | 403 | 4_size xl_size guide_xl xl_xl available |
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| 5 | code - code order - apply - new premium - premium | 190 | 5_code_code order_apply_new premium |
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| 6 | password - new password - login - account - enter | 140 | 6_password_new password_login_account |
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| 7 | shipping address - address address - address - address order - new address | 131 | 7_shipping address_address address_address_address order |
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| 8 | billing - credit card - card number - card - credit | 112 | 8_billing_credit card_card number_card |
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</details>
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## Training hyperparameters
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* calculate_probabilities: True
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* language: None
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* low_memory: False
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* min_topic_size: 50
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* n_gram_range: (1, 2)
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* nr_topics: 10
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* seed_topic_list: [['ship', 'address', 'location', 'destination', 'post', 'deliver', 'florida', 'texas', 'united states', 'europe', 'asia'], ['password', 'account', 'login', 'sign in', 'email', 'id', 'authentication', 'username'], ['select', 'choose', 'sort', 'next', 'more', 'back', 'scroll', 'previous', 'search', 'results', 'catalog', 'find', 'lookup', 'query', 'browse', 'explore', 'filter'], ['first', 'last', 'name', 'username', 'middlename', 'surname', 'given name', 'alias'], ['cart', 'basket', 'bag', 'add', 'remove', 'edit', 'cancel', 'update', 'delete', 'modify', 'change'], ['checkout', 'payment', 'pay', 'order', 'purchase', 'billing', 'transaction'], ['small', 'medium', 'large', 'extra large', 's', 'm', 'l', 'xl', 'xxl', 'slim fit', 'size', 'fit', 'quantity'], ['promo', 'code', 'apply', 'welcome', 'offer']]
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* top_n_words: 10
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* verbose: False
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## Framework versions
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* Numpy: 1.23.5
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* HDBSCAN: 0.8.33
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* UMAP: 0.5.3
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* Pandas: 1.5.3
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* Scikit-Learn: 1.2.2
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* Sentence-transformers: 2.2.2
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* Transformers: 4.31.0
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* Numba: 0.56.4
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* Plotly: 5.15.0
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* Python: 3.10.12
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config.json
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{
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"calculate_probabilities": true,
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"language": null,
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"low_memory": false,
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"min_topic_size": 50,
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"n_gram_range": [
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1,
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2
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],
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"nr_topics": 10,
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"seed_topic_list": [
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[
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"ship",
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"address",
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"location",
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"destination",
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"post",
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"deliver",
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"florida",
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"texas",
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"united states",
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"europe",
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"asia"
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],
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[
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"password",
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"account",
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"login",
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"sign in",
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"email",
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"id",
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"authentication",
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"username"
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],
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[
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"select",
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"choose",
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"sort",
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"next",
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"more",
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"back",
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"scroll",
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"previous",
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"search",
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"results",
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"catalog",
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"find",
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"lookup",
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"query",
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"browse",
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"explore",
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"filter"
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],
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[
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"first",
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"last",
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"name",
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"username",
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"middlename",
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"surname",
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"given name",
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"alias"
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],
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[
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"cart",
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"basket",
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"bag",
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"add",
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"remove",
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"edit",
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"cancel",
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"update",
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"delete",
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"modify",
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"change"
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],
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[
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"checkout",
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"payment",
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"pay",
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"order",
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"purchase",
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"billing",
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"transaction"
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],
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[
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"small",
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"medium",
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"large",
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"extra large",
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"s",
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"m",
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"l",
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"xl",
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"xxl",
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"slim fit",
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"size",
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"fit",
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"quantity"
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],
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[
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"promo",
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"code",
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"apply",
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"welcome",
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"offer"
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]
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],
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"top_n_words": 10,
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"verbose": false
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}
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ctfidf.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:ea6ee6f92ff4bcf3a8aad8c1409a15152d26eaeb6c819ac6b44dc94562e2b943
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size 82792
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ctfidf_config.json
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1 |
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|
1986 |
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|
1987 |
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|
1988 |
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|
1989 |
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|
1990 |
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|
1991 |
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|
1992 |
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|
1993 |
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|
1994 |
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|
1995 |
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|
1996 |
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|
1997 |
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|
1998 |
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|
1999 |
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|
2000 |
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|
2001 |
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|
2002 |
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|
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|
2004 |
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|
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|
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|
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|
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|
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|
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|
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|
2012 |
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|
2013 |
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|
2014 |
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|
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|
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|
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|
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|
2019 |
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|
2020 |
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|
2021 |
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|
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|
2023 |
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|
2024 |
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|
2025 |
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2026 |
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|
2027 |
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|
2028 |
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|
2029 |
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2030 |
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2031 |
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2034 |
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2036 |
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2037 |
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2038 |
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2040 |
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2041 |
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2042 |
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2048 |
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2049 |
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2050 |
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2051 |
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2053 |
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2067 |
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2071 |
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2072 |
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2074 |
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|
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|
2275 |
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|
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|
2277 |
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|
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2291 |
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|
2292 |
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|
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|
2294 |
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|
2295 |
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|
2296 |
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|
2297 |
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|
2298 |
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|
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|
2300 |
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|
2301 |
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|
2302 |
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|
2303 |
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|
2304 |
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|
2305 |
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|
2306 |
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|
2307 |
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|
2308 |
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|
2309 |
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|
2310 |
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|
2311 |
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|
2312 |
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}
|
2313 |
+
}
|
2314 |
+
}
|
topic_embeddings.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8a7a90ce06a912461721f58f796600c19ae2e3b0611e059ea691c190d3a88cf6
|
3 |
+
size 15448
|
topics.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|